The researchers measured the participants' body mass index and body fat percentages and compared them to differences in brain structure and function.
Lead researcher Chase Figley, from the University of Manitoba, said the brain scans covered changes across the whole organ but also "specific networks". In particular he was interested in the "salience network", which he described as the "seat of motivation, willpower, and the ability to persevere through physical and emotional challenges".
The overall results showed there was "no significant different" in terms of white matter between people who had a normal weight and people who were fat. People with a higher BMI actually had slightly more grey matter.
However, when researchers looked at specific networks in the brain a different picture began to emerge. In particular, heavier and fatter people had less white matter in the salience network. There were also differences in the dorsal striatum, an area of the brain involved with habitual behaviour. Professor Figley said: "It stands to reason that these changes could further affect the ability of overweight individuals to exert self-control and maintain healthy lifestyle choices".
He said it was not clear if the brain differences predispose certain individuals to becoming fat, or vice versa, but added: "There are previous studies that imply elevated body fat can cause these sorts of brain changes."